Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

• Feasibility of a German High-Frequency Neonatal and Pediatric Intensive Care Dataset (AIx-Neo-Guard Dataset): Secondary Data Cohort Study

  2026 JMIR Pediatrics and Parenting article Medicine Healthcare Technology and Patient Monitoring Open access

  1

  citations
• Tackling vaccine hyporesponsiveness through global collaboration, diverse population studies, and data integration

  2025 The Lancet Microbe article Immunology and Microbiology Immune responses and vaccinations Open access

  4

  citations
• Boosting multi-demographic federated learning for chest radiograph analysis using general-purpose self-supervised representations

  2025 European Journal of Radiology Artificial Intelligence article Computer Science Privacy-Preserving Technologies in Data Open access

  9

  citations
• Response Assessment in Neuro-Oncology (RANO) 2009–2025: Broad scope and implementation—A progress report

  2025 Neuro-Oncology article Medicine Glioma Diagnosis and Treatment Open access

  10

  citations
• Low field, high impact: democratizing MRI for clinical and research innovation

  2024 BJR|Open article Medicine Advanced MRI Techniques and Applications Open access

  8

  citations
• Artificial Intelligence for Response Assessment in Neuro Oncology (AI-RANO), part 2: recommendations for standardisation, validation, and good clinical practice

  2024 The Lancet Oncology article Medicine Artificial Intelligence in Healthcare and Education Open access

  35

  citations
• Generation of harmonised pluvial flood hazard maps through decentralised analytics

  2024 Journal of Hydroinformatics article Environmental Science Flood Risk Assessment and Management Open access

  2

  citations
• A generalizable physiological model for detection of Delayed Cerebral Ischemia using Federated Learning

  2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) conference-paper Computer Science Privacy-Preserving Technologies in Data Open access

  2

  citations
• Federated Learning for Secure Development of AI Models for Parkinson’s Disease Detection Using Speech from Different Languages

  2023 Interspeech (USB) conference-paper Medicine Voice and Speech Disorders Open access

  19

  citations
• Collaborative training of medical artificial intelligence models with non-uniform labels

  2023 Scientific Reports article Computer Science Privacy-Preserving Technologies in Data Open access

  25

  citations
• The introduction of a data-driven population health management approach in the Netherlands since 2019: The Extramural LUMC Academic Network data infrastructure

  2023 Health Policy article Health Professions Electronic Health Records Systems Open access

  45

  citations
• The Liver Tumor Segmentation Benchmark (LiTS)

  2022 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques Open access cited by 8 patents

  1,254

  citations
• Synthetic rainfall data generator development through decentralised model training

  2022 Journal of Hydrology article Environmental Science Hydrological Forecasting Using AI Open access

  7

  citations
• W4283764415

  2022 Methods of Information in Medicine paratext Computer Science Privacy-Preserving Technologies in Data Open access

  0

  citations
• Multi-Institutional Breast Cancer Detection Using a Secure On-Boarding Service for Distributed Analytics

  2022 Applied Sciences article Computer Science Privacy-Preserving Technologies in Data Open access

  12

  citations
• Unsupervised pseudo CT generation using heterogenous multicentric CT/MR images and CycleGAN: Dosimetric assessment for 3D conformal radiotherapy

  2022 Computers in Biology and Medicine article Physics and Astronomy Advanced Radiotherapy Techniques Open access

  44

  citations
• A Privacy-Preserving Distributed Analytics Platform for Health Care Data

  2022 Methods of Information in Medicine article Computer Science Privacy-Preserving Technologies in Data Open access

  41

  citations

17 results

• The Liver Tumor Segmentation Benchmark (LiTS)

  2022 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques Open access cited by 8 patents

  1,254

  citations

1 result